SOTAVerified

Dependency Parsing

Dependency parsing is the task of extracting a dependency parse of a sentence that represents its grammatical structure and defines the relationships between "head" words and words, which modify those heads.

Example:

     root
      |
      | +-------dobj---------+
      | |                    |
nsubj | |   +------det-----+ | +-----nmod------+
+--+  | |   |              | | |               |
|  |  | |   |      +-nmod-+| | |      +-case-+ |
+  |  + |   +      +      || + |      +      | |
I  prefer  the  morning   flight  through  Denver

Relations among the words are illustrated above the sentence with directed, labeled arcs from heads to dependents (+ indicates the dependent).

Papers

Showing 801850 of 1407 papers

TitleStatusHype
FudanNLP: A Toolkit for Chinese Natural Language Processing0
GCN-Sem at SemEval-2019 Task 1: Semantic Parsing using Graph Convolutional and Recurrent Neural Networks0
Generalization of Words for Chinese Dependency Parsing0
Generalized Higher-Order Dependency Parsing with Cube Pruning0
Generalized Transition-based Dependency Parsing via Control Parameters0
Generating Extractive Summaries of Scientific Paradigms0
Generative Incremental Dependency Parsing with Neural Networks0
German and French Neural Supertagging Experiments for LTAG Parsing0
German Verb Patterns and Their Implementation in an Electronic Dictionary0
Getting More from Morphology in Multilingual Dependency Parsing0
Glimpses of Ancient China from Classical Chinese Poems0
Good Automatic Authentication Question Generation0
Grammatical Error Detection Based on Machine Learning for Mandarin as Second Language Learning0
Grammatical Relations in Chinese: GB-Ground Extraction and Data-Driven Parsing0
GraPAT: a Tool for Graph Annotations0
Graph-Based Decoding for Task Oriented Semantic Parsing0
Graph-based Dependency Parsing with Bidirectional LSTM0
Graph parsing with s-graph grammars0
Greed is Good if Randomized: New Inference for Dependency Parsing0
Greedy Transition-Based Dependency Parsing with Stack LSTMs0
Greedy Transition-Based Dependency Parsing with Discrete and Continuous Supertag Features0
GTI: An Unsupervised Approach for Sentiment Analysis in Twitter0
GTI at SemEval-2016 Task 4: Training a Naive Bayes Classifier using Features of an Unsupervised System0
HamleDT: To Parse or Not to Parse?0
Hands-on Learning to Search for Structured Prediction0
Head-Driven Hierarchical Phrase-based Translation0
Head-driven Phrase Structure Parsing in O(n^3) Time Complexity0
Head-driven Transition-based Parsing with Top-down Prediction0
Headed-Span-Based Projective Dependency Parsing0
Heterogeneous Networks and Their Applications: Scientometrics, Name Disambiguation, and Topic Modeling0
Hidden Markov tree models for semantic class induction0
Hierarchical Multitask Learning with Dependency Parsing for Japanese Semantic Role Labeling Improves Performance of Argument Identification0
Hierarchical Multi Task Learning with Subword Contextual Embeddings for Languages with Rich Morphology0
Hierarchical Word Structure-based Parsing: A Feasibility Study on UD-style Dependency Parsing in Japanese0
Higher-order Constituent Parsing and Parser Combination0
High-Order Low-Rank Tensors for Semantic Role Labeling0
High Quality Dependency Selection from Automatic Parses0
Hindi Dependency Parsing using a combined model of Malt and MST0
Hitachi at SemEval-2022 Task 10: Comparing Graph- and Seq2Seq-based Models Highlights Difficulty in Structured Sentiment Analysis0
How Does Adversarial Fine-Tuning Benefit BERT?0
How Does the Granularity of an Annotation Scheme Influence Dependency Parsing Performance?0
How much pretraining data do language models need to learn syntax?0
How (not) to train a dependency parser: The curious case of jackknifing part-of-speech taggers0
How to Train Dependency Parsers with Inexact Search for Joint Sentence Boundary Detection and Parsing of Entire Documents0
Hungarian Copula Constructions in Dependency Syntax and Parsing0
Hybrid Combination of Constituency and Dependency Trees into an Ensemble Dependency Parser0
Hybrid Enhanced Universal Dependencies Parsing0
Hybrid Grammars for Discontinuous Parsing0
Hybrid Human-LLM Corpus Construction and LLM Evaluation for Rare Linguistic Phenomena0
Hypergraph Modelization of a Syntactically Annotated English Wikipedia Dump0
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Label Attention Layer + HPSG + XLNetLAS96.26Unverified
2DMPar + XLNetLAS95.92Unverified
3ACELAS95.8Unverified
4Deep Biaffine + RoBERTaLAS95.75Unverified
5HPSG Parser (Joint) + XLNetLAS95.72Unverified
6MFVILAS95.34Unverified
7CVT + Multi-TaskLAS95.02Unverified
8RNG TransformerLAS95.01Unverified
9SpanRelLAS94.7Unverified
10CRFParLAS94.49Unverified
#ModelMetricClaimedVerifiedStatus
1UDPipe 2.0 + mBERT + FLAIRLAS84.6Unverified
2UDifyLAS80.43Unverified
3HIT-SCIRLAS75.84Unverified
4Stanford+LAS74.16Unverified
5TurkuNLPLAS73.28Unverified
6UDPipe 2.0LAS73.11Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF191.92Unverified
2SciBERT (SciVocab)F191.41Unverified
3SciBERT (Base Vocab)F191.26Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF192.84Unverified
2SciBERT (SciVocab)F192.46Unverified
3SciBERT (Base Vocab)F192.32Unverified
#ModelMetricClaimedVerifiedStatus
1SuPar-BERTweetLabelled Attachment Score83.4Unverified
2Ensemble (20)Labelled Attachment Score79.4Unverified
3spaCy-XLM-RoBERTaLabelled Attachment Score79.39Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS86.52Unverified
2Biaffine ParserLAS85.38Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.47Unverified
2UDifyLAS91.45Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.9Unverified
2UDifyLAS88.06Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS94.39Unverified
2UDifyLAS90.05Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS81.37Unverified
2UDifyLAS80.01Unverified
#ModelMetricClaimedVerifiedStatus
1MFVILAS91.69Unverified
#ModelMetricClaimedVerifiedStatus
1da_dacy_large_tftLAS88.44Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS72.33Unverified
#ModelMetricClaimedVerifiedStatus
1StanzaMacro F181.13Unverified